Genetically predicted lower levels of caffeine consumption from tea, income, serum phosphorus, and urine pH, whereas higher levels of serum calcium, fasting insulin, and urinary sodium could increase the risk of kidney stones after FDR correction (FDR P < 0.05). The gene discussed is INS; the disease is nephrolithiasis.